SpaceTimePilot: Video Diffusion for Motion Control
Автор: AI Research Roundup
Загружено: 2026-01-03
Просмотров: 22
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In this AI Research Roundup episode, Alex discusses the paper: 'SpaceTimePilot: Generative Rendering of Dynamic Scenes Across Space and Time(2512.25075v1)' SpaceTimePilot is a new video diffusion model designed to disentangle spatial camera viewpoints from temporal motion sequences. By introducing an animation time-embedding mechanism, the model allows for explicit control over the motion of a generated video relative to its source. This approach enables users to explore dynamic scenes continuously, achieving effects like bullet-time, slow motion, and reverse motion from monocular video inputs. To overcome the lack of paired training data, the authors developed an effective temporal-warping training strategy. This framework provides a new level of generative rendering control for complex and dynamic environments. Paper URL: https://arxiv.org/pdf/2512.25075 #AI #MachineLearning #DeepLearning #VideoDiffusion #MotionControl #GenerativeRendering #ComputerVision #MonocularVideo
Resources:
GitHub: https://github.com/ZheningHuang/space...
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